AI Shelf Index · 2026 holiday shopping season
Bioderma AI shopping shelf share
🧴 Skincare · 🇨🇦 CA · updated 12 Oct 2026
Standing
#106
Skincare · CA
Shelf-share
0.0%
of CA answers
Sentiment
100%
positive
No week-to-week change larger than the variation between readings.
Who's on the skincare shelf
Marcelle
10.3%
COSRX
9.0%
CeraVe
8.6%
La Roche-Posay
5.8%
Beauty of Joseon
5.4%
The Ordinary
5.1%
Bioderma
0.0%
The shoppers Bioderma wins
The same answers, sliced by the shopper the question implies — where Bioderma ranks best.
Where Bioderma wins the journey
Its rank at each phase of the shopping journey — from first awareness to the moment of purchase.
Awareness
—
not surfaced
Research
#41
0.2%
Comparison
#56
0.2%
Validation
#74
0.0%
Purchase
—
not surfaced
Where the engines differ
What AI says about Bioderma
Observed from the answers themselves — not a score.
Sentiment
100% positive · no negative mentions
“Bioderma also has CDA-recognized sunscreens.”
ChatGPT
“For redness/reactivity, I'd investigate La Roche-Posay, Avène or Bioderma.”
ChatGPT
“Best minimalist routine: Bioderma Choose it if: you dislike complicated routines and want gentle cleansing.”
ChatGPT
“Bioderma — best minimalist approach 5.”
ChatGPT
Products AI names
The specific Bioderma items the engines put in front of CA shoppers.
Shelved alongside
Brands the engines recommend in the same answers as Bioderma.
How to read this
Bar is how often that brand is recommended in the same answer as Bioderma, relative to the rest.
Bioderma on other shelves
Slingso Managed Outcomes
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Holiday Shopping 2026 · reading updated 11 Oct. An independent measurement by Slingso; not affiliated with Bioderma.